CL=F_F Report

Dataset statistics

Number of variables	18
Number of observations	2411
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	357.9 KiB
Average record size in memory	152.0 B

Variable types

DateTime	1
TimeSeries	15
Numeric	2

Timeseries statistics

Number of series	15
Time series length	2411
Starting point	2010-01-26 00:00:00
Ending point	2019-08-26 00:00:00
Period	1 day, 10 hours and 50 minutes

Alerts

`AD` is highly overall correlated with `OBV`	High correlation
`ATR` is highly overall correlated with `TRANGE`	High correlation
`CMO` is highly overall correlated with `MFI` and 2 other fields	High correlation
`EMA` is highly overall correlated with `KAMA` and 6 other fields	High correlation
`KAMA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`MA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`MFI` is highly overall correlated with `CMO` and 2 other fields	High correlation
`MidPrice` is highly overall correlated with `EMA` and 6 other fields	High correlation
`NATR` is highly overall correlated with `EMA` and 7 other fields	High correlation
`OBV` is highly overall correlated with `AD` and 1 other fields	High correlation
`ROC` is highly overall correlated with `CMO` and 2 other fields	High correlation
`TRANGE` is highly overall correlated with `ATR`	High correlation
`TSF` is highly overall correlated with `EMA` and 6 other fields	High correlation
`WILLR` is highly overall correlated with `CMO` and 2 other fields	High correlation
`WMA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`close` is highly overall correlated with `EMA` and 6 other fields	High correlation
`close` is non stationary	Non stationary
`MA` is non stationary	Non stationary
`EMA` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`MidPrice` is non stationary	Non stationary
`AD` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`NATR` is non stationary	Non stationary
`ATR` is non stationary	Non stationary
`TSF` is non stationary	Non stationary
`close` is seasonal	Seasonal
`MA` is seasonal	Seasonal
`EMA` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`MidPrice` is seasonal	Seasonal
`AD` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`NATR` is seasonal	Seasonal
`ATR` is seasonal	Seasonal
`Date` has unique values	Unique
`EMA` has unique values	Unique
`KAMA` has unique values	Unique
`WMA` has unique values	Unique
`MFI` has unique values	Unique
`ROC` has unique values	Unique
`NATR` has unique values	Unique
`ATR` has unique values	Unique
`TSF` has unique values	Unique

Reproduction

Analysis started	2026-02-02 00:38:10.792985
Analysis finished	2026-02-02 00:38:31.384767
Duration	20.59 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.7 KiB

Minimum	2010-01-26 00:00:00
Maximum	2019-08-26 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2044
Distinct (%)	84.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.03837
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.049999
Q1	51.905001
median	73.519997
Q3	93.959999
95-th percentile	104.745
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	42.054998

Descriptive statistics

Standard deviation	22.143204
Coefficient of variation (CV)	0.30317221
Kurtosis	-1.3943264
Mean	73.03837
Median Absolute Deviation (MAD)	21.090004
Skewness	-0.024390954
Sum	176095.51
Variance	490.32149
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6327945398

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
53.90000153	4	0.2%
93.95999908	4	0.2%
100.5899963	3	0.1%
55.25999832	3	0.1%
44.74000168	3	0.1%
102.6600037	3	0.1%
92.19000244	3	0.1%
49.56000137	3	0.1%
103.4000015	3	0.1%
Other values (2034)	2376	98.5%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

MA
Numeric time series

High correlation Non stationary Seasonal

Distinct	2389
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.079197
Minimum	29.173
Maximum	112.159
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.173
5-th percentile	42.0815
Q1	51.793001
median	73.682
Q3	94.260999
95-th percentile	104.7475
Maximum	112.159
Range	82.985999
Interquartile range (IQR)	42.467999

Descriptive statistics

Standard deviation	22.06567
Coefficient of variation (CV)	0.30194188
Kurtosis	-1.4064354
Mean	73.079197
Median Absolute Deviation (MAD)	21.184
Skewness	-0.032447604
Sum	176193.94
Variance	486.8938
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4943512815

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
99.0909996	2	0.1%
49.04799995	2	0.1%
58.45100021	2	0.1%
94.52900009	2	0.1%
99.95899887	2	0.1%
64.32700043	2	0.1%
88.81600037	2	0.1%
95.23000031	2	0.1%
81.92099838	2	0.1%
98.47999954	2	0.1%
Other values (2379)	2391	99.2%

Value	Count	Frequency (%)
29.17300014	1	< 0.1%
29.23200016	1	< 0.1%
29.38100014	1	< 0.1%
29.45000019	1	< 0.1%
29.4539999	1	< 0.1%
29.53199997	1	< 0.1%
29.71199989	1	< 0.1%
29.87100029	1	< 0.1%
30.00199986	1	< 0.1%
30.00599995	1	< 0.1%

Value	Count	Frequency (%)
112.1589996	1	< 0.1%
112.05	1	< 0.1%
111.657	1	< 0.1%
111.2710007	1	< 0.1%
110.9940002	1	< 0.1%
110.6890007	1	< 0.1%
110.1140007	1	< 0.1%
109.4830002	1	< 0.1%
109.4630005	1	< 0.1%
109.2850006	1	< 0.1%

ACF and PACF

EMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.081436
Minimum	29.287779
Maximum	111.98617
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.287779
5-th percentile	42.32276
Q1	51.754779
median	73.712009
Q3	94.339175
95-th percentile	104.59845
Maximum	111.98617
Range	82.698395
Interquartile range (IQR)	42.584396

Descriptive statistics

Standard deviation	22.032624
Coefficient of variation (CV)	0.30148045
Kurtosis	-1.4130376
Mean	73.081436
Median Absolute Deviation (MAD)	21.115887
Skewness	-0.033939159
Sum	176199.34
Variance	485.43654
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5980571509

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
77.38547381	1	< 0.1%
76.70993279	1	< 0.1%
76.15176308	1	< 0.1%
75.55871514	1	< 0.1%
75.35349426	1	< 0.1%
75.69467773	1	< 0.1%
75.9283733	1	< 0.1%
75.42139622	1	< 0.1%
74.6520519	1	< 0.1%
74.14986053	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
29.28777866	1	< 0.1%
29.32124923	1	< 0.1%
29.34284038	1	< 0.1%
29.53727342	1	< 0.1%
29.73933175	1	< 0.1%
29.76140561	1	< 0.1%
30.01263815	1	< 0.1%
30.0558168	1	< 0.1%
30.38566845	1	< 0.1%
30.42297008	1	< 0.1%

Value	Count	Frequency (%)
111.9861738	1	< 0.1%
111.8159609	1	< 0.1%
111.6453243	1	< 0.1%
111.347604	1	< 0.1%
111.1376185	1	< 0.1%
110.7548669	1	< 0.1%
110.3092813	1	< 0.1%
109.8868996	1	< 0.1%
109.3550998	1	< 0.1%
109.2480402	1	< 0.1%

ACF and PACF

KAMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.85677
Minimum	28.98641
Maximum	110.50473
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	28.98641
5-th percentile	41.873558
Q1	51.524566
median	73.332555
Q3	94.708109
95-th percentile	105.11162
Maximum	110.50473
Range	81.51832
Interquartile range (IQR)	43.183543

Descriptive statistics

Standard deviation	22.16167
Coefficient of variation (CV)	0.30418134
Kurtosis	-1.3982586
Mean	72.85677
Median Absolute Deviation (MAD)	21.467573
Skewness	-0.025852569
Sum	175657.67
Variance	491.13962
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5711298992

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
75.94990541	1	< 0.1%
75.44845809	1	< 0.1%
75.08895703	1	< 0.1%
74.63031267	1	< 0.1%
74.61497339	1	< 0.1%
74.67781188	1	< 0.1%
74.70098678	1	< 0.1%
74.63850411	1	< 0.1%
74.48017585	1	< 0.1%
74.36001062	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
28.98640987	1	< 0.1%
29.00989293	1	< 0.1%
29.0108337	1	< 0.1%
29.02691539	1	< 0.1%
29.06309276	1	< 0.1%
29.07954813	1	< 0.1%
29.09978766	1	< 0.1%
29.11392243	1	< 0.1%
29.14862732	1	< 0.1%
29.18184984	1	< 0.1%

Value	Count	Frequency (%)
110.5047302	1	< 0.1%
110.4845682	1	< 0.1%
110.4488986	1	< 0.1%
110.1477819	1	< 0.1%
109.5040199	1	< 0.1%
108.939151	1	< 0.1%
108.2194244	1	< 0.1%
108.1182478	1	< 0.1%
108.0901468	1	< 0.1%
108.0245786	1	< 0.1%

ACF and PACF

WMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.065169
Minimum	28.844364
Maximum	112.62473
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	28.844364
5-th percentile	42.102727
Q1	51.803364
median	73.639453
Q3	94.218545
95-th percentile	104.80009
Maximum	112.62473
Range	83.780363
Interquartile range (IQR)	42.415181

Descriptive statistics

Standard deviation	22.080519
Coefficient of variation (CV)	0.30220307
Kurtosis	-1.4049145
Mean	73.065169
Median Absolute Deviation (MAD)	21.192181
Skewness	-0.030256789
Sum	176160.12
Variance	487.54931
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5734532147

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
76.44363695	1	< 0.1%
75.74618197	1	< 0.1%
75.17272727	1	< 0.1%
74.5721817	1	< 0.1%
74.36981812	1	< 0.1%
74.74145508	1	< 0.1%
75.10018283	1	< 0.1%
74.77236439	1	< 0.1%
74.14345564	1	< 0.1%
73.70272813	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
28.84436382	1	< 0.1%
28.96654545	1	< 0.1%
29.06363654	1	< 0.1%
29.09199985	1	< 0.1%
29.28872753	1	< 0.1%
29.33581831	1	< 0.1%
29.50999995	1	< 0.1%
29.74745438	1	< 0.1%
29.75527274	1	< 0.1%
29.83690879	1	< 0.1%

Value	Count	Frequency (%)
112.6247269	1	< 0.1%
112.5143638	1	< 0.1%
112.2158185	1	< 0.1%
112.0034543	1	< 0.1%
111.6265459	1	< 0.1%
111.1272731	1	< 0.1%
110.5278183	1	< 0.1%
109.9867276	1	< 0.1%
109.756364	1	< 0.1%
109.4421825	1	< 0.1%

ACF and PACF

MidPrice
Numeric time series

High correlation Non stationary Seasonal

Distinct	1492
Distinct (%)	61.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.973967
Minimum	29.049999
Maximum	111.395
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.049999
5-th percentile	42.1375
Q1	51.849999
median	73.440002
Q3	94.242498
95-th percentile	104.73
Maximum	111.395
Range	82.345001
Interquartile range (IQR)	42.392499

Descriptive statistics

Standard deviation	22.001466
Coefficient of variation (CV)	0.30149746
Kurtosis	-1.405108
Mean	72.973967
Median Absolute Deviation (MAD)	21.194996
Skewness	-0.030292907
Sum	175940.23
Variance	484.06449
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5171562925

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
88.97499847	9	0.4%
59.32500076	9	0.4%
73.77000046	8	0.3%
48.18500137	8	0.3%
52.78000069	7	0.3%
69.13000107	7	0.3%
48.91000175	7	0.3%
41.22500038	7	0.3%
94.61999893	7	0.3%
86.63500214	7	0.3%
Other values (1482)	2335	96.8%

Value	Count	Frequency (%)
29.04999924	1	< 0.1%
29.25	1	< 0.1%
29.46500111	1	< 0.1%
29.51500034	1	< 0.1%
29.69500065	1	< 0.1%
29.78999901	3	0.1%
29.82499886	3	0.1%
30.11499977	1	< 0.1%
30.22500038	1	< 0.1%
30.26500034	2	0.1%

Value	Count	Frequency (%)
111.3950005	1	< 0.1%
110.1650009	2	0.1%
109.8400002	1	< 0.1%
109.7350006	1	< 0.1%
109.3950005	3	0.1%
109.3849983	6	0.2%
108.7900009	1	< 0.1%
108.4500008	1	< 0.1%
108.2249985	4	0.2%
108.079998	1	< 0.1%

ACF and PACF

BOP
Real number (ℝ)

Distinct	2384
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.013062093

Minimum	-0.96503551
Maximum	0.9638981
Zeros	6
Zeros (%)	0.2%
Negative	1171
Negative (%)	48.6%
Memory size	37.7 KiB

Quantile statistics

Minimum	-0.96503551
5-th percentile	-0.78790313
Q1	-0.44421999
median	0.021978529
Q3	0.47215014
95-th percentile	0.78487383
Maximum	0.9638981
Range	1.9289336
Interquartile range (IQR)	0.91637013

Descriptive statistics

Standard deviation	0.51470277
Coefficient of variation (CV)	39.40431
Kurtosis	-1.2438306
Mean	0.013062093
Median Absolute Deviation (MAD)	0.4567609
Skewness	-0.040552232
Sum	31.492707
Variance	0.26491895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	0.2%
0.3333333333	3	0.1%
-0.1415926515	2	0.1%
-0.1978025663	2	0.1%
-0.03030373089	2	0.1%
0.2910442875	2	0.1%
-0.1093746275	2	0.1%
0.25	2	0.1%
-0.4533335368	2	0.1%
0.5359479406	2	0.1%
Other values (2374)	2386	99.0%

Value	Count	Frequency (%)
-0.965035506	1	< 0.1%
-0.9447852186	1	< 0.1%
-0.933926688	1	< 0.1%
-0.9313727935	1	< 0.1%
-0.930296299	1	< 0.1%
-0.9245266179	1	< 0.1%
-0.9101809128	1	< 0.1%
-0.9086050284	1	< 0.1%
-0.9078599415	1	< 0.1%
-0.9071198947	1	< 0.1%

Value	Count	Frequency (%)
0.9638980966	1	< 0.1%
0.941476805	1	< 0.1%
0.9338243819	1	< 0.1%
0.9311919702	1	< 0.1%
0.9307218741	1	< 0.1%
0.9305148347	1	< 0.1%
0.9289946572	1	< 0.1%
0.9235136724	1	< 0.1%
0.9211804146	1	< 0.1%
0.9210556696	1	< 0.1%

CMO
Numeric time series

High correlation

Distinct	2408
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.41646609
Minimum	-84.250049
Maximum	70.748687
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-84.250049
5-th percentile	-51.070063
Q1	-20.835801
median	3.1481428
Q3	22.700514
95-th percentile	44.873305
Maximum	70.748687
Range	154.99874
Interquartile range (IQR)	43.536315

Descriptive statistics

Standard deviation	29.509968
Coefficient of variation (CV)	70.858033
Kurtosis	-0.62584097
Mean	0.41646609
Median Absolute Deviation (MAD)	21.382522
Skewness	-0.25454544
Sum	1004.0997
Variance	870.83821
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.128210546 × 10^-19

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-70.16435312	2	0.1%
26.86088365	2	0.1%
32.41196288	2	0.1%
37.10286756	1	< 0.1%
20.99815972	1	< 0.1%
36.99576898	1	< 0.1%
44.77604977	1	< 0.1%
53.12720454	1	< 0.1%
35.58289242	1	< 0.1%
5.667427431	1	< 0.1%
Other values (2398)	2398	99.5%

Value	Count	Frequency (%)
-84.25004943	1	< 0.1%
-75.36692553	1	< 0.1%
-75.29555316	1	< 0.1%
-74.07847897	1	< 0.1%
-73.83014679	1	< 0.1%
-72.83843309	1	< 0.1%
-72.17022955	1	< 0.1%
-71.01329081	1	< 0.1%
-70.16435312	2	0.1%
-70.01454527	1	< 0.1%

Value	Count	Frequency (%)
70.74868672	1	< 0.1%
66.85435534	1	< 0.1%
66.40525212	1	< 0.1%
66.33634421	1	< 0.1%
66.25726387	1	< 0.1%
64.28674923	1	< 0.1%
62.89240912	1	< 0.1%
61.90329801	1	< 0.1%
61.75269962	1	< 0.1%
61.3821242	1	< 0.1%

ACF and PACF

MFI
Numeric time series

High correlation Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.445996
Minimum	6.4260667
Maximum	92.781019
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	6.4260667
5-th percentile	22.400541
Q1	37.78625
median	49.924889
Q3	61.200823
95-th percentile	75.590312
Maximum	92.781019
Range	86.354952
Interquartile range (IQR)	23.414573

Descriptive statistics

Standard deviation	16.116577
Coefficient of variation (CV)	0.32594301
Kurtosis	-0.49641542
Mean	49.445996
Median Absolute Deviation (MAD)	11.829777
Skewness	-0.059477889
Sum	119214.3
Variance	259.74406
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.434721547 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
23.05024392	1	< 0.1%
13.90603055	1	< 0.1%
7.563778649	1	< 0.1%
7.588522931	1	< 0.1%
6.426066667	1	< 0.1%
15.13966348	1	< 0.1%
24.70543338	1	< 0.1%
23.45457478	1	< 0.1%
21.71112256	1	< 0.1%
27.77055201	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
6.426066667	1	< 0.1%
7.177683521	1	< 0.1%
7.324430095	1	< 0.1%
7.533106531	1	< 0.1%
7.563778649	1	< 0.1%
7.588522931	1	< 0.1%
8.487216182	1	< 0.1%
9.683595271	1	< 0.1%
9.843022197	1	< 0.1%
10.05282519	1	< 0.1%

Value	Count	Frequency (%)
92.78101906	1	< 0.1%
92.26959564	1	< 0.1%
91.9063252	1	< 0.1%
90.95177049	1	< 0.1%
90.71784276	1	< 0.1%
90.29249438	1	< 0.1%
88.87631657	1	< 0.1%
86.41477383	1	< 0.1%
86.3557903	1	< 0.1%
85.98526463	1	< 0.1%

ACF and PACF

ROC
Numeric time series

High correlation Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.056068038
Minimum	-26.188495
Maximum	25.066768
Zeros	1
Zeros (%)	< 0.1%
Memory size	37.7 KiB

Quantile statistics

Minimum	-26.188495
5-th percentile	-10.615505
Q1	-3.6674992
median	0.39658967
Q3	3.8022177
95-th percentile	9.9244366
Maximum	25.066768
Range	51.255263
Interquartile range (IQR)	7.4697169

Descriptive statistics

Standard deviation	6.2975016
Coefficient of variation (CV)	112.31892
Kurtosis	0.81805824
Mean	0.056068038
Median Absolute Deviation (MAD)	3.7097377
Skewness	-0.066575043
Sum	135.18004
Variance	39.658526
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.528664944 × 10^-11

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-9.4643697	1	< 0.1%
-8.812975202	1	< 0.1%
-7.545514151	1	< 0.1%
-8.18742921	1	< 0.1%
-4.576922686	1	< 0.1%
-2.265240904	1	< 0.1%
-0.8245289449	1	< 0.1%
-3.864356428	1	< 0.1%
-4.494229183	1	< 0.1%
-4.47781378	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
-26.18849503	1	< 0.1%
-22.57888905	1	< 0.1%
-21.10175159	1	< 0.1%
-20.57235597	1	< 0.1%
-20.37352549	1	< 0.1%
-19.51412622	1	< 0.1%
-19.0091265	1	< 0.1%
-18.97101471	1	< 0.1%
-18.69126367	1	< 0.1%
-18.6456795	1	< 0.1%

Value	Count	Frequency (%)
25.06676812	1	< 0.1%
23.11310161	1	< 0.1%
22.32019278	1	< 0.1%
21.5819198	1	< 0.1%
21.24051675	1	< 0.1%
21.18758066	1	< 0.1%
20.9124565	1	< 0.1%
20.47358388	1	< 0.1%
20.39390749	1	< 0.1%
20.1359744	1	< 0.1%

ACF and PACF

WILLR
Numeric time series

High correlation

Distinct	2407
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-47.489292
Minimum	-99.175504
Maximum	-0.59403532
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-99.175504
5-th percentile	-94.781816
Q1	-77.929934
median	-44.611522
Q3	-18.116945
95-th percentile	-4.1279348
Maximum	-0.59403532
Range	98.581469
Interquartile range (IQR)	59.812989

Descriptive statistics

Standard deviation	31.245387
Coefficient of variation (CV)	-0.65794595
Kurtosis	-1.4137028
Mean	-47.489292
Median Absolute Deviation (MAD)	29.379197
Skewness	-0.11765718
Sum	-114496.68
Variance	976.27423
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.631114079 × 10^-16

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-12.398391	2	0.1%
-56.13609796	2	0.1%
-91.4191309	2	0.1%
-52.15233524	2	0.1%
-14.94254386	1	< 0.1%
-4.473636923	1	< 0.1%
-7.975448637	1	< 0.1%
-25.99526155	1	< 0.1%
-60.88994188	1	< 0.1%
-69.23071826	1	< 0.1%
Other values (2397)	2397	99.4%

Value	Count	Frequency (%)
-99.17550398	1	< 0.1%
-98.93115965	1	< 0.1%
-98.89764234	1	< 0.1%
-98.88357684	1	< 0.1%
-98.82352765	1	< 0.1%
-98.68996797	1	< 0.1%
-98.60542914	1	< 0.1%
-98.54864321	1	< 0.1%
-98.4109032	1	< 0.1%
-98.31652398	1	< 0.1%

Value	Count	Frequency (%)
-0.5940353233	1	< 0.1%
-0.7849175109	1	< 0.1%
-0.9545850582	1	< 0.1%
-1.000764575	1	< 0.1%
-1.036763469	1	< 0.1%
-1.122634262	1	< 0.1%
-1.13631766	1	< 0.1%
-1.141253213	1	< 0.1%
-1.217812521	1	< 0.1%
-1.230431547	1	< 0.1%

ACF and PACF

AD
Numeric time series

High correlation Non stationary Seasonal

Distinct	2406
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20967486
Minimum	-378745.32
Maximum	42024321
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-378745.32
5-th percentile	3899071.7
Q1	15613192
median	20126457
Q3	24984211
95-th percentile	40236553
Maximum	42024321
Range	42403067
Interquartile range (IQR)	9371019.2

Descriptive statistics

Standard deviation	9898323.1
Coefficient of variation (CV)	0.47207964
Kurtosis	-0.25300755
Mean	20967486
Median Absolute Deviation (MAD)	4769639.1
Skewness	0.26239225
Sum	5.0552608 × 10¹⁰
Variance	9.79768 × 10¹³
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6939271093

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
15436225.06	2	0.1%
24457105.29	2	0.1%
18014490.07	2	0.1%
36834620.76	2	0.1%
16976306.49	2	0.1%
17523122.43	1	< 0.1%
17205108.5	1	< 0.1%
17386210.74	1	< 0.1%
17296048.4	1	< 0.1%
17205434.43	1	< 0.1%
Other values (2396)	2396	99.4%

Value	Count	Frequency (%)
-378745.3219	1	< 0.1%
-246463.7503	1	< 0.1%
-236423.5388	1	< 0.1%
-192492.5484	1	< 0.1%
-39361.1346	1	< 0.1%
13719.76753	1	< 0.1%
40006.57868	1	< 0.1%
61869.91074	1	< 0.1%
98396.92557	1	< 0.1%
128646.1962	1	< 0.1%

Value	Count	Frequency (%)
42024321.34	1	< 0.1%
41914665.05	1	< 0.1%
41863243.4	1	< 0.1%
41770772.84	1	< 0.1%
41722133.34	1	< 0.1%
41703599.7	1	< 0.1%
41700615.36	1	< 0.1%
41681480.67	1	< 0.1%
41673975.35	1	< 0.1%
41647456.67	1	< 0.1%

ACF and PACF

OBV
Numeric time series

High correlation Non stationary Seasonal

Distinct	2406
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3526028.7
Minimum	-18013429
Maximum	38169761
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-18013429
5-th percentile	-11350176
Q1	-3275632.5
median	392487
Q3	3528879
95-th percentile	31628782
Maximum	38169761
Range	56183190
Interquartile range (IQR)	6804511.5

Descriptive statistics

Standard deviation	12505980
Coefficient of variation (CV)	3.5467608
Kurtosis	0.64630393
Mean	3526028.7
Median Absolute Deviation (MAD)	3477919
Skewness	1.2285023
Sum	8.5012552 × 10⁹
Variance	1.5639955 × 10¹⁴
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.9893291022

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
8216154	2	0.1%
23440124	2	0.1%
28707980	2	0.1%
-1850623	2	0.1%
-2996854	2	0.1%
-8189905	1	< 0.1%
-7533489	1	< 0.1%
-8094212	1	< 0.1%
-8690331	1	< 0.1%
-9196367	1	< 0.1%
Other values (2396)	2396	99.4%

Value	Count	Frequency (%)
-18013429	1	< 0.1%
-17990228	1	< 0.1%
-17411589	1	< 0.1%
-17338272	1	< 0.1%
-17289294	1	< 0.1%
-17217464	1	< 0.1%
-17186092	1	< 0.1%
-16950782	1	< 0.1%
-16919432	1	< 0.1%
-16768278	1	< 0.1%

Value	Count	Frequency (%)
38169761	1	< 0.1%
38040890	1	< 0.1%
37893952	1	< 0.1%
37864776	1	< 0.1%
37451468	1	< 0.1%
37426889	1	< 0.1%
37386275	1	< 0.1%
37205518	1	< 0.1%
37160741	1	< 0.1%
37154142	1	< 0.1%

ACF and PACF

NATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.9437653
Minimum	1.1250616
Maximum	8.4675329
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1.1250616
5-th percentile	1.55665
Q1	2.1656834
median	2.6876779
Q3	3.5153364
95-th percentile	5.1826182
Maximum	8.4675329
Range	7.3424713
Interquartile range (IQR)	1.349653

Descriptive statistics

Standard deviation	1.133251
Coefficient of variation (CV)	0.38496651
Kurtosis	2.1431177
Mean	2.9437653
Median Absolute Deviation (MAD)	0.61243632
Skewness	1.2744707
Sum	7097.418
Variance	1.2842579
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.0106491594

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
2.604832713	1	< 0.1%
2.689494847	1	< 0.1%
2.649720478	1	< 0.1%
2.719979567	1	< 0.1%
2.713355795	1	< 0.1%
2.706587032	1	< 0.1%
2.662460319	1	< 0.1%
3.065970039	1	< 0.1%
3.370443017	1	< 0.1%
3.260183523	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
1.125061585	1	< 0.1%
1.140112724	1	< 0.1%
1.154021681	1	< 0.1%
1.165006908	1	< 0.1%
1.167947403	1	< 0.1%
1.171377955	1	< 0.1%
1.172173148	1	< 0.1%
1.174334237	1	< 0.1%
1.174652408	1	< 0.1%
1.175609368	1	< 0.1%

Value	Count	Frequency (%)
8.467532873	1	< 0.1%
8.306224719	1	< 0.1%
8.243164574	1	< 0.1%
8.073637051	1	< 0.1%
7.837107901	1	< 0.1%
7.743825354	1	< 0.1%
7.704002807	1	< 0.1%
7.610426146	1	< 0.1%
7.609625952	1	< 0.1%
7.561942881	1	< 0.1%

ACF and PACF

ATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.991511
Minimum	0.95446523
Maximum	4.1461225
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.95446523
5-th percentile	1.1876571
Q1	1.5717566
median	1.9270111
Q3	2.2878075
95-th percentile	3.1441028
Maximum	4.1461225
Range	3.1916573
Interquartile range (IQR)	0.71605092

Descriptive statistics

Standard deviation	0.57833757
Coefficient of variation (CV)	0.2904014
Kurtosis	0.54402956
Mean	1.991511
Median Absolute Deviation (MAD)	0.35721257
Skewness	0.82604191
Sum	4801.5329
Variance	0.33447435
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.01288243966

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
1.946070496	1	< 0.1%
1.981350804	1	< 0.1%
1.951254144	1	< 0.1%
1.98259309	1	< 0.1%
2.019550726	1	< 0.1%
2.090297256	1	< 0.1%
2.049562043	1	< 0.1%
2.242450468	1	< 0.1%
2.399418466	1	< 0.1%
2.343745915	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
0.9544652289	1	< 0.1%
0.9571639132	1	< 0.1%
0.9794240105	1	< 0.1%
0.9815608908	1	< 0.1%
0.9816873373	1	< 0.1%
0.9897684228	1	< 0.1%
1.003988757	1	< 0.1%
1.009509522	1	< 0.1%
1.011289141	1	< 0.1%
1.014784702	1	< 0.1%

Value	Count	Frequency (%)
4.14612248	1	< 0.1%
4.107828061	1	< 0.1%
4.06197822	1	< 0.1%
4.01155478	1	< 0.1%
3.935421881	1	< 0.1%
3.924300933	1	< 0.1%
3.847022007	1	< 0.1%
3.842177264	1	< 0.1%
3.840495346	1	< 0.1%
3.837154896	1	< 0.1%

ACF and PACF

TRANGE
Real number (ℝ)

High correlation

Distinct	766
Distinct (%)	31.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9915678

Minimum	0.47999954
Maximum	11.129997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.47999954
5-th percentile	0.88000107
Q1	1.3300018
median	1.7799988
Q3	2.420002
95-th percentile	3.7050018
Maximum	11.129997
Range	10.649998
Interquartile range (IQR)	1.0900002

Descriptive statistics

Standard deviation	0.97691251
Coefficient of variation (CV)	0.49052435
Kurtosis	8.0863809
Mean	1.9915678
Median Absolute Deviation (MAD)	0.51999664
Skewness	2.0067812
Sum	4801.67
Variance	0.95435804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	18	0.7%
1.61000061	17	0.7%
1.75	17	0.7%
1	14	0.6%
1.930000305	14	0.6%
1.63999939	14	0.6%
1.529998779	14	0.6%
1.849998474	13	0.5%
1.669998169	13	0.5%
1.319999695	13	0.5%
Other values (756)	2264	93.9%

Value	Count	Frequency (%)
0.4799995422	1	< 0.1%
0.4899978638	1	< 0.1%
0.5	1	< 0.1%
0.5200004578	2	0.1%
0.5500030518	1	< 0.1%
0.5699996948	1	< 0.1%
0.5900001526	2	0.1%
0.6000022888	1	< 0.1%
0.6199989319	1	< 0.1%
0.6299972534	1	< 0.1%

Value	Count	Frequency (%)
11.12999725	1	< 0.1%
8.290000916	1	< 0.1%
8	1	< 0.1%
7.790000916	1	< 0.1%
7.75	1	< 0.1%
7.649993896	1	< 0.1%
7.340003967	1	< 0.1%
7.099998474	1	< 0.1%
7.050003052	1	< 0.1%
6.709999084	1	< 0.1%

TSF
Numeric time series

High correlation Non stationary Unique

Distinct	2411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.024832
Minimum	26.556923
Maximum	115.04439
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	26.556923
5-th percentile	41.597857
Q1	52.025494
median	73.176813
Q3	93.957196
95-th percentile	105.22709
Maximum	115.04439
Range	88.487472
Interquartile range (IQR)	41.931702

Descriptive statistics

Standard deviation	22.246204
Coefficient of variation (CV)	0.30463889
Kurtosis	-1.3737664
Mean	73.024832
Median Absolute Deviation (MAD)	21.007473
Skewness	-0.018804623
Sum	176062.87
Variance	494.89357
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5978801501

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
73.57901152	1	< 0.1%
72.78549437	1	< 0.1%
72.20549472	1	< 0.1%
71.72439567	1	< 0.1%
71.96791169	1	< 0.1%
72.97395668	1	< 0.1%
73.82549621	1	< 0.1%
73.62219901	1	< 0.1%
72.82340827	1	< 0.1%
72.62846215	1	< 0.1%
Other values (2401)	2401	99.6%

Value	Count	Frequency (%)
26.55692289	1	< 0.1%
26.67571416	1	< 0.1%
27.11252787	1	< 0.1%
27.38604393	1	< 0.1%
27.50857095	1	< 0.1%
27.53076947	1	< 0.1%
27.77010964	1	< 0.1%
27.79582443	1	< 0.1%
28.04230698	1	< 0.1%
28.19626433	1	< 0.1%

Value	Count	Frequency (%)
115.0443946	1	< 0.1%
114.4312085	1	< 0.1%
114.1879126	1	< 0.1%
113.2938451	1	< 0.1%
112.6720884	1	< 0.1%
111.8153847	1	< 0.1%
111.3684619	1	< 0.1%
111.1161533	1	< 0.1%
111.0346166	1	< 0.1%
110.7662639	1	< 0.1%

ACF and PACF

	AD	ATR	BOP	CMO	EMA	KAMA	MA	MFI	MidPrice	NATR	OBV	ROC	TRANGE	TSF	WILLR	WMA	close
AD	1.000	-0.474	0.012	-0.010	-0.121	-0.118	-0.123	-0.005	-0.121	-0.250	0.642	-0.035	-0.298	-0.130	-0.039	-0.123	-0.126
ATR	-0.474	1.000	-0.025	-0.150	0.283	0.281	0.281	-0.094	0.281	0.498	-0.269	-0.060	0.654	0.272	-0.076	0.280	0.277
BOP	0.012	-0.025	1.000	0.388	0.008	0.004	0.003	0.161	0.004	-0.068	0.074	0.292	-0.076	0.017	0.470	0.009	0.059
CMO	-0.010	-0.150	0.388	1.000	0.056	0.038	0.046	0.771	0.042	-0.240	0.161	0.865	-0.209	0.133	0.929	0.074	0.140
EMA	-0.121	0.283	0.008	0.056	1.000	0.998	1.000	0.034	0.999	-0.640	0.362	0.006	0.182	0.994	0.038	1.000	0.995
KAMA	-0.118	0.281	0.004	0.038	0.998	1.000	0.998	0.023	0.998	-0.640	0.363	-0.011	0.184	0.991	0.019	0.998	0.992
MA	-0.123	0.281	0.003	0.046	1.000	0.998	1.000	0.029	0.999	-0.639	0.361	-0.006	0.183	0.993	0.025	0.999	0.992
MFI	-0.005	-0.094	0.161	0.771	0.034	0.023	0.029	1.000	0.023	-0.168	0.142	0.720	-0.130	0.110	0.726	0.052	0.093
MidPrice	-0.121	0.281	0.004	0.042	0.999	0.998	0.999	0.023	1.000	-0.640	0.360	-0.014	0.182	0.992	0.019	0.998	0.992
NATR	-0.250	0.498	-0.068	-0.240	-0.640	-0.640	-0.639	-0.168	-0.640	1.000	-0.547	-0.129	0.349	-0.649	-0.168	-0.643	-0.648
OBV	0.642	-0.269	0.074	0.161	0.362	0.363	0.361	0.142	0.360	-0.547	1.000	0.090	-0.176	0.364	0.135	0.363	0.367
ROC	-0.035	-0.060	0.292	0.865	0.006	-0.011	-0.006	0.720	-0.014	-0.129	0.090	1.000	-0.126	0.088	0.872	0.024	0.085
TRANGE	-0.298	0.654	-0.076	-0.209	0.182	0.184	0.183	-0.130	0.182	0.349	-0.176	-0.126	1.000	0.171	-0.162	0.179	0.168
TSF	-0.130	0.272	0.017	0.133	0.994	0.991	0.993	0.110	0.992	-0.649	0.364	0.088	0.171	1.000	0.109	0.997	0.996
WILLR	-0.039	-0.076	0.470	0.929	0.038	0.019	0.025	0.726	0.019	-0.168	0.135	0.872	-0.162	0.109	1.000	0.053	0.124
WMA	-0.123	0.280	0.009	0.074	1.000	0.998	0.999	0.052	0.998	-0.643	0.363	0.024	0.179	0.997	0.053	1.000	0.996
close	-0.126	0.277	0.059	0.140	0.995	0.992	0.992	0.093	0.992	-0.648	0.367	0.085	0.168	0.996	0.124	0.996	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	close	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2010-01-26	2010-01-26	74.709999	77.506001	77.385474	75.949905	76.443637	78.079998	-0.363057	-50.442674	23.050244	-9.464370	-91.214219	98396.925575	-1320283.0	2.604833	1.946070	1.570000	73.579012
2010-01-27	2010-01-27	73.669998	76.794000	76.709933	75.448458	75.746182	76.660000	-0.418035	-55.951382	13.906031	-8.812975	-90.973477	40006.578683	-1676462.0	2.689495	1.981351	2.439995	72.785494
2010-01-28	2010-01-28	73.639999	76.193000	76.151763	75.088957	75.172727	76.505001	-0.070513	-56.107753	7.563779	-7.545514	-91.238953	13719.767531	-1969373.0	2.649720	1.951254	1.559998	72.205495
2010-01-29	2010-01-29	72.889999	75.543000	75.558715	74.630313	74.572182	75.869999	-0.418410	-60.047628	7.588523	-8.187429	-96.006951	-192492.548422	-2304643.0	2.719980	1.982593	2.389999	71.724396
2010-02-01	2010-02-01	74.430000	75.186000	75.353494	74.614973	74.369818	75.790001	0.636002	-32.842598	6.426067	-4.576923	-79.818357	-39361.134604	-2027232.0	2.713356	2.019551	2.500000	71.967912
2010-02-02	2010-02-02	77.230003	75.007001	75.694678	74.677812	74.741455	75.730000	0.760797	1.114327	15.139663	-2.265241	-41.747521	283101.563080	-1660963.0	2.706587	2.090297	3.010002	72.973957
2010-02-03	2010-02-03	76.980003	74.943001	75.928373	74.700987	75.100183	75.395000	-0.006575	-1.386403	24.705433	-0.824529	-42.622915	128646.196177	-2052257.0	2.662460	2.049562	1.520004	73.825496
2010-02-04	2010-02-04	73.139999	74.649001	75.421396	74.638504	74.772364	75.230000	-0.831578	-30.655782	23.454575	-3.864356	-89.550054	-236423.538763	-2576149.0	3.065970	2.242450	4.750000	73.622199
2010-02-05	2010-02-05	71.190002	74.314001	74.652052	74.480176	74.143456	73.770000	-0.416666	-40.602987	21.711123	-4.494229	-82.487024	-378745.321896	-3172291.0	3.370443	2.399418	4.440002	72.823408
2010-02-08	2010-02-08	71.889999	73.977000	74.149861	74.360011	73.702728	73.770000	-0.179013	-32.993739	27.770552	-4.477814	-74.921304	-246463.750290	-2826653.0	3.260184	2.343746	1.620003	72.628462

	Date	close	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2019-08-13	2019-08-13	57.099998	54.667000	54.995066	56.176398	54.473818	54.670000	0.726993	13.245707	54.528457	-1.636522	-20.722908	3.963241e+07	38169761.0	3.661971	2.090985	3.260002	53.636813
2019-08-14	2019-08-14	55.230000	54.332000	55.037781	56.148441	54.576182	54.255001	-0.524307	-1.680879	53.700590	-5.718679	-43.253018	3.954263e+07	37451468.0	3.920334	2.165200	3.129997	53.756263
2019-08-15	2019-08-15	54.470001	54.384000	54.934549	56.136171	54.601273	53.995001	-0.275641	-7.204146	53.503561	0.963856	-52.409625	3.948849e+07	36923602.0	3.895670	2.121972	1.560001	53.716264
2019-08-16	2019-08-16	54.869999	54.305000	54.922812	56.123643	54.689636	53.995001	0.092197	-3.794306	51.674289	-1.419333	-47.590375	3.946580e+07	37091947.0	3.774588	2.071117	1.410000	53.965384
2019-08-19	2019-08-19	56.209999	54.457000	55.156846	56.125102	55.036000	53.995001	0.796178	7.193378	49.235643	2.779302	-31.445793	3.955044e+07	37205518.0	3.620926	2.035323	1.570000	54.870768
2019-08-20	2019-08-20	56.340000	54.728000	55.371965	56.132824	55.378363	53.995001	0.181819	8.240467	49.347426	5.053140	-22.088370	3.994999e+07	37864776.0	3.521882	1.984228	1.320000	55.967142
2019-08-21	2019-08-21	55.680000	55.187000	55.427972	56.088758	55.551454	54.705000	-0.234176	1.763791	58.298110	8.984146	-25.755406	3.936181e+07	37160741.0	3.511772	1.955355	1.580002	56.134725
2019-08-22	2019-08-22	55.349998	55.468000	55.413795	56.048693	55.581090	54.920000	-0.366460	-1.510245	50.661678	5.348301	-30.503633	3.912631e+07	36539168.0	3.488142	1.930687	1.610001	56.451648
2019-08-23	2019-08-23	54.169998	55.434999	55.187650	56.034814	55.345090	55.355001	-0.500001	-12.672787	50.799555	-0.605508	-47.482053	3.895530e+07	35732017.0	3.620734	1.961352	2.359997	56.271098
2019-08-26	2019-08-26	53.639999	55.305999	54.906259	55.982771	55.018727	55.215000	0.169565	-17.347738	50.832291	-2.348445	-55.107934	3.867779e+07	35052995.0	3.701605	1.985541	2.299999	55.769889

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample